chore(deps): bump vecq-core from 0.3.0 to 0.3.1

[dependabot]

Bumps vecq-core from 0.3.0 to 0.3.1.

Release notes

Sourced from vecq-core's releases.

v0.3.1

Added

• Server-scale benchmark profile (#52): seeded 100K-vector dataset generator (scripts/gen_dataset.py) and a server_scale harness measuring plain / working_dim=256 / cascade modes against exact f32 ground truth, with results, a 2K/10K/100K scale curve, and positioning in the new "Server scale" section of docs/BENCHMARK.md. Headline: compression holds at 4.78x/100K; recall is N-dependent (5-bit r@10 0.974 → 0.850) because true-neighbor margins collapse as N grows — vecq's measured sweet spot is the local/on-device profile up to ~10K vectors (r@10 0.932 @ 18 ms/q single-thread); the 2-bit cascade is not a single-threaded throughput win at server N.

Changed

• Crate metadata honesty pass (#49): new vecq-core description — "Training-free vector quantization (4/5/6-bit) and search — the SQLite profile for edge vector storage" — plus homepage, keywords, and categories, so the crates.io page reflects the current scope; README gains badges and benchmark-reproduce folds.
• Dependency/CI bumps: softprops/action-gh-release 2 → 3 (#48), usearch 2.26.1 → 2.26.2 in the bench harness (#50). No library code changes since 0.3.0.

Changelog

Sourced from vecq-core's changelog.

[0.3.1] — 2026-09-14

Added

• Server-scale benchmark profile (#52): seeded 100K-vector dataset generator (scripts/gen_dataset.py) and a server_scale harness measuring plain / working_dim=256 / cascade modes against exact f32 ground truth, with results, a 2K/10K/100K scale curve, and positioning in the new "Server scale" section of docs/BENCHMARK.md. Headline: compression holds at 4.78x/100K; recall is N-dependent (5-bit r@10 0.974 → 0.850) because true-neighbor margins collapse as N grows — vecq's measured sweet spot is the local/on-device profile up to ~10K vectors (r@10 0.932 @ 18 ms/q single-thread); the 2-bit cascade is not a single-threaded throughput win at server N.

Changed

• Crate metadata honesty pass (#49): new vecq-core description — "Training-free vector quantization (4/5/6-bit) and search — the SQLite profile for edge vector storage" — plus homepage, keywords, and categories, so the crates.io page reflects the current scope; README gains badges and benchmark-reproduce folds.
• Dependency/CI bumps: softprops/action-gh-release 2 → 3 (#48), usearch 2.26.1 → 2.26.2 in the bench harness (#50). No library code changes since 0.3.0.

Commits

• 70981ad chore: release v0.3.1 to main (#55)
• See full diff in compare view

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